| Number of Variables | 17 |
|---|---|
| Number of Rows | 17379 |
| Missing Cells | 3568 |
| Missing Cells (%) | 1.2% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 4.1 MB |
| Average Row Size in Memory | 246.7 B |
| Variable Types |
|
| instant is uniformly distributed | Uniform |
|---|---|
| temp has 1784 (10.27%) missing values | Missing |
| atemp has 1784 (10.27%) missing values | Missing |
| casual is skewed | Skewed |
| registered is skewed | Skewed |
| cnt is skewed | Skewed |
| dteday has a high cardinality: 731 distinct values | High Cardinality |
| dteday has constant length 10 | Constant Length |
| season has constant length 1 | Constant Length |
| yr has constant length 1 | Constant Length |
| holiday has constant length 1 | Constant Length |
|---|---|
| weekday has constant length 1 | Constant Length |
| weathersit has constant length 1 | Constant Length |
| windspeed has 2180 (12.54%) zeros | Zeros |
| casual has 1581 (9.1%) zeros | Zeros |
numerical
| Approximate Distinct Count | 17379 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 278064 |
| Mean | 8690 |
| Minimum | 1 |
| Maximum | 17379 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 869.9 |
| Q1 | 4345.5 |
| Median | 8690 |
| Q3 | 13034.5 |
| 95-th Percentile | 16510.1 |
| Maximum | 17379 |
| Range | 17378 |
| IQR | 8689 |
| Mean | 8690 |
|---|---|
| Standard Deviation | 5017.0295 |
| Variance | 2.5171e+07 |
| Sum | 1.5102e+08 |
| Skewness | 0 |
| Kurtosis | -1.2 |
| Coefficient of Variation | 0.5773 |
categorical
| Approximate Distinct Count | 731 |
|---|---|
| Approximate Unique (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1303425 |
| Mean | 10 |
|---|---|
| Standard Deviation | 0 |
| Median | 10 |
| Minimum | 10 |
| Maximum | 10 |
| 1st row | 2011-01-01 |
|---|---|
| 2nd row | 2011-01-01 |
| 3rd row | 2011-01-01 |
| 4th row | 2011-01-01 |
| 5th row | 2011-01-01 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 34758 |
| Decimal Number | 139032 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1147014 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 17379 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1147014 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 17379 |
numerical
| Approximate Distinct Count | 12 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 278064 |
| Mean | 6.5378 |
| Minimum | 1 |
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 4 |
| Median | 7 |
| Q3 | 10 |
| 95-th Percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| IQR | 6 |
| Mean | 6.5378 |
|---|---|
| Standard Deviation | 3.4388 |
| Variance | 11.8252 |
| Sum | 113620 |
| Skewness | -0.009252 |
| Kurtosis | -1.2019 |
| Coefficient of Variation | 0.526 |
numerical
| Approximate Distinct Count | 24 |
|---|---|
| Approximate Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 278064 |
| Mean | 11.5468 |
| Minimum | 0 |
| Maximum | 23 |
| Zeros | 726 |
| Zeros (%) | 4.2% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 5 |
| Median | 12 |
| Q3 | 18 |
| 95-th Percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| IQR | 13 |
| Mean | 11.5468 |
|---|---|
| Standard Deviation | 6.9144 |
| Variance | 47.809 |
| Sum | 200671 |
| Skewness | -0.01068 |
| Kurtosis | -1.198 |
| Coefficient of Variation | 0.5988 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1147014 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 17379 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1147014 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 6 |
|---|---|
| 2nd row | 6 |
| 3rd row | 6 |
| 4th row | 6 |
| 5th row | 6 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 17379 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1176258 |
| Mean | 2.6827 |
|---|---|
| Standard Deviation | 0.4654 |
| Median | 3 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 46623 |
|---|---|
| Lowercase Letter | 29244 |
| Space Separator | 0 |
| Uppercase Letter | 17379 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 1147014 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 17379 |
numerical
| Approximate Distinct Count | 50 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 1784 |
| Missing (%) | 10.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 249520 |
| Mean | 0.4965 |
| Minimum | 0.02 |
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0.02 |
|---|---|
| 5-th Percentile | 0.2 |
| Q1 | 0.34 |
| Median | 0.5 |
| Q3 | 0.66 |
| 95-th Percentile | 0.8 |
| Maximum | 1 |
| Range | 0.98 |
| IQR | 0.32 |
| Mean | 0.4965 |
|---|---|
| Standard Deviation | 0.1926 |
| Variance | 0.03709 |
| Sum | 7742.16 |
| Skewness | -0.002997 |
| Kurtosis | -0.9492 |
| Coefficient of Variation | 0.3879 |
numerical
| Approximate Distinct Count | 65 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 1784 |
| Missing (%) | 10.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 249520 |
| Mean | 0.4753 |
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0.2121 |
| Q1 | 0.3333 |
| Median | 0.4848 |
| Q3 | 0.6212 |
| 95-th Percentile | 0.7424 |
| Maximum | 1 |
| Range | 1 |
| IQR | 0.2879 |
| Mean | 0.4753 |
|---|---|
| Standard Deviation | 0.1719 |
| Variance | 0.02956 |
| Sum | 7412.2991 |
| Skewness | -0.08639 |
| Kurtosis | -0.8569 |
| Coefficient of Variation | 0.3617 |
numerical
| Approximate Distinct Count | 89 |
|---|---|
| Approximate Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 278064 |
| Mean | 0.6272 |
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 22 |
| Zeros (%) | 0.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0.31 |
| Q1 | 0.48 |
| Median | 0.63 |
| Q3 | 0.78 |
| 95-th Percentile | 0.93 |
| Maximum | 1 |
| Range | 1 |
| IQR | 0.3 |
| Mean | 0.6272 |
|---|---|
| Standard Deviation | 0.1929 |
| Variance | 0.03722 |
| Sum | 10900.61 |
| Skewness | -0.1113 |
| Kurtosis | -0.8262 |
| Coefficient of Variation | 0.3076 |
numerical
| Approximate Distinct Count | 30 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 278064 |
| Mean | 0.1901 |
| Minimum | 0 |
| Maximum | 0.8507 |
| Zeros | 2180 |
| Zeros (%) | 12.5% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0.1045 |
| Median | 0.194 |
| Q3 | 0.2537 |
| 95-th Percentile | 0.4179 |
| Maximum | 0.8507 |
| Range | 0.8507 |
| IQR | 0.1492 |
| Mean | 0.1901 |
|---|---|
| Standard Deviation | 0.1223 |
| Variance | 0.01497 |
| Sum | 3303.7063 |
| Skewness | 0.5749 |
| Kurtosis | 0.5903 |
| Coefficient of Variation | 0.6436 |
numerical
| Approximate Distinct Count | 322 |
|---|---|
| Approximate Unique (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 278064 |
| Mean | 35.6762 |
| Minimum | 0 |
| Maximum | 367 |
| Zeros | 1581 |
| Zeros (%) | 9.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 4 |
| Median | 17 |
| Q3 | 48 |
| 95-th Percentile | 138.1 |
| Maximum | 367 |
| Range | 367 |
| IQR | 44 |
| Mean | 35.6762 |
|---|---|
| Standard Deviation | 49.305 |
| Variance | 2430.986 |
| Sum | 620017 |
| Skewness | 2.499 |
| Kurtosis | 7.5685 |
| Coefficient of Variation | 1.382 |
numerical
| Approximate Distinct Count | 776 |
|---|---|
| Approximate Unique (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 278064 |
| Mean | 153.7869 |
| Minimum | 0 |
| Maximum | 886 |
| Zeros | 24 |
| Zeros (%) | 0.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 4 |
| Q1 | 34 |
| Median | 115 |
| Q3 | 220 |
| 95-th Percentile | 465 |
| Maximum | 886 |
| Range | 886 |
| IQR | 186 |
| Mean | 153.7869 |
|---|---|
| Standard Deviation | 151.3573 |
| Variance | 22909.028 |
| Sum | 2.6727e+06 |
| Skewness | 1.5578 |
| Kurtosis | 2.7489 |
| Coefficient of Variation | 0.9842 |
numerical
| Approximate Distinct Count | 869 |
|---|---|
| Approximate Unique (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 278064 |
| Mean | 189.4631 |
| Minimum | 1 |
| Maximum | 977 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 5 |
| Q1 | 40 |
| Median | 142 |
| Q3 | 281 |
| 95-th Percentile | 563.1 |
| Maximum | 977 |
| Range | 976 |
| IQR | 241 |
| Mean | 189.4631 |
|---|---|
| Standard Deviation | 181.3876 |
| Variance | 32901.4611 |
| Sum | 3.2927e+06 |
| Skewness | 1.2773 |
| Kurtosis | 1.4165 |
| Coefficient of Variation | 0.9574 |